{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "wound-burns",
   "metadata": {},
   "outputs": [],
   "source": [
    "from plotnine import *\n",
    "import plotnine as plotnine\n",
    "import pandas as pd\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "separated-foundation",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([\n",
    "    pd.read_csv('block_linux_x86_64.csv'),\n",
    "    pd.read_csv('block_bufchan_linux_x86_64.csv'),\n",
    "])\n",
    "df['workload'] = [\n",
    "    r['workload'] if r['workload'] != 'chan' else 'chan(cap={})'.format(r['bufsize'])\n",
    "    for _, r in df.iterrows()\n",
    "]\n",
    "df['blockprofilerate'] = [('10$^{'+str(int(math.log10(x)))+'}$') if x > 1 else str(x) for x in df['blockprofilerate']]\n",
    "\n",
    "compare = df.groupby(['blockprofilerate', 'workload']).median()\n",
    "# calculate overhead compared to blockprofilerate=0 for same workload\n",
    "compare['overhead'] = [\n",
    "    (x['ms'] / compare.loc['0'].loc[x['workload']]['ms'] - 1) * 100\n",
    "    for _, x in compare.reset_index().iterrows()\n",
    "]\n",
    "compare = compare.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "viral-baking",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (335455735)>"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotnine.options.figure_size = (12, 10)\n",
    "\n",
    "def plot_title(df):\n",
    "    return (\n",
    "        'median runtime.SetBlockProfileRate() overhead on artificial pathological workloads\\n\\n' +\n",
    "        'os={} cpu={} go={} goroutines={} stackdepth={} ops={}'.format(\n",
    "            # TODO(fg) don't hard code environment\n",
    "            'linux (docker for mac)',\n",
    "            'i7-9750H',\n",
    "            '1.15.7',\n",
    "            val_range(df, 'goroutines'),\n",
    "            val_range(df, 'depth'),\n",
    "#             val_range(df, 'bufsize'),\n",
    "            val_range(df, 'ops'),\n",
    "        )\n",
    "    )\n",
    "\n",
    "def val_range(df, col):\n",
    "    min = int(df[col].min())\n",
    "    max = int(df[col].max())\n",
    "    return '{}-{}'.format(min, max) if min != max else min\n",
    "\n",
    "(\n",
    "ggplot(df)\n",
    "+ aes(x='blockprofilerate',y='ms',ymin=0)\n",
    "+ ggtitle(plot_title(compare))\n",
    "+ ylab('time (ms)')\n",
    "+ xlab('blockprofilerate (ns)')\n",
    "+ geom_label(\n",
    "    aes(label='overhead',color='overhead'),\n",
    "    data=compare,\n",
    "    y=0,\n",
    "    size=9,\n",
    "    format_string='{:.1f}%'\n",
    ")\n",
    "+ scale_color_gradient(low=\"green\",high=\"red\",name='overhead (%)')\n",
    "+ geom_boxplot(outlier_shape='')\n",
    "+ facet_wrap('workload', scales='free', ncol=2)\n",
    "+ theme(subplots_adjust={'wspace': 0.05, 'hspace': 0.2})\n",
    "+ geom_point(color='blue',shape='o',alpha=0.3, size=1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "orange-degree",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
